Overview
Brought to you by YData
Dataset statistics
| Number of variables | 24 |
|---|---|
| Number of observations | 154 |
| Missing cells | 130 |
| Missing cells (%) | 3.5% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 25.9 KiB |
| Average record size in memory | 172.0 B |
Variable types
| Categorical | 1 |
|---|---|
| DateTime | 1 |
| Numeric | 18 |
| Boolean | 4 |
colif_fecales_ufc_100ml is highly overall correlated with ica | High correlation |
color is highly overall correlated with sitios | High correlation |
dbo_mg_l is highly overall correlated with fosf_ortofos_mg_l and 2 other fields | High correlation |
espumas is highly overall correlated with sitios | High correlation |
fosf_ortofos_mg_l is highly overall correlated with dbo_mg_l and 2 other fields | High correlation |
ica is highly overall correlated with colif_fecales_ufc_100ml and 4 other fields | High correlation |
microcistina_ug_l is highly overall correlated with tem_agua and 1 other fields | High correlation |
od is highly overall correlated with ph | High correlation |
olores is highly overall correlated with ica | High correlation |
p_total_l_mg_l is highly overall correlated with dbo_mg_l and 2 other fields | High correlation |
ph is highly overall correlated with od | High correlation |
sitios is highly overall correlated with color and 1 other fields | High correlation |
tem_agua is highly overall correlated with microcistina_ug_l and 1 other fields | High correlation |
tem_aire is highly overall correlated with microcistina_ug_l and 1 other fields | High correlation |
olores is highly imbalanced (60.5%) | Imbalance |
color is highly imbalanced (58.2%) | Imbalance |
espumas is highly imbalanced (79.3%) | Imbalance |
fecha has 2 (1.3%) missing values | Missing |
tem_agua has 10 (6.5%) missing values | Missing |
tem_aire has 11 (7.1%) missing values | Missing |
od has 23 (14.9%) missing values | Missing |
ph has 15 (9.7%) missing values | Missing |
p_total_l_mg_l has 7 (4.5%) missing values | Missing |
dbo_mg_l has 44 (28.6%) missing values | Missing |
cr_total_mg_l has 3 (1.9%) missing values | Missing |
clorofila_a_ug_l has 4 (2.6%) missing values | Missing |
microcistina_ug_l has 8 (5.2%) missing values | Missing |
sitios is uniformly distributed | Uniform |
clorofila_a_ug_l has 5 (3.2%) zeros | Zeros |
Reproduction
| Analysis started | 2024-11-01 20:58:49.032547 |
|---|---|
| Analysis finished | 2024-11-01 21:01:03.858111 |
| Duration | 2 minutes and 14.83 seconds |
| Software version | ydata-profiling vv4.12.0 |
| Download configuration | config.json |
Variables
sitios
Categorical
High correlation Uniform
| Distinct | 41 |
|---|---|
| Distinct (%) | 26.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 2.4 KiB |
| Canal Villanueva y Río Luján | 4 |
|---|---|
| Río Lujan y Arroyo Caraguatá | 4 |
| Canal Aliviador y Río Lujan | 4 |
| Río Carapachay y Arroyo Gallo Fiambre | 4 |
| Río Reconquista y Río Lujan | 4 |
| Other values (36) |
Length
| Max length | 41 |
|---|---|
| Median length | 27 |
| Mean length | 23.415584 |
| Min length | 8 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Canal Villanueva y Río Luján |
|---|---|
| 2nd row | Río Lujan y Arroyo Caraguatá |
| 3rd row | Canal Aliviador y Río Lujan |
| 4th row | Río Carapachay y Arroyo Gallo Fiambre |
| 5th row | Río Reconquista y Río Lujan |
Common Values
| Value | Count | Frequency (%) |
| Canal Villanueva y Río Luján | 4 | 2.6% |
| Río Lujan y Arroyo Caraguatá | 4 | 2.6% |
| Canal Aliviador y Río Lujan | 4 | 2.6% |
| Río Carapachay y Arroyo Gallo Fiambre | 4 | 2.6% |
| Río Reconquista y Río Lujan | 4 | 2.6% |
| Rio Tigre 100m antes del Rio Luján | 4 | 2.6% |
| Río Lujan y Canal San Fernando | 4 | 2.6% |
| Río Capitán y Río San Antonio | 4 | 2.6% |
| Arroyo Abra Vieja y Santa Rosa | 4 | 2.6% |
| Del Arca | 4 | 2.6% |
| Other values (31) | 114 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| y | 40 | 6.3% |
| río | 36 | 5.7% |
| de | 27 | 4.3% |
| arroyo | 24 | 3.8% |
| lujan | 16 | 2.5% |
| costa | 12 | 1.9% |
| canal | 12 | 1.9% |
| m | 12 | 1.9% |
| 400 | 12 | 1.9% |
| calle | 11 | 1.7% |
| Other values (93) | 428 |
Most occurring characters
| Value | Count | Frequency (%) |
| 476 | 13.2% | |
| a | 442 | 12.3% |
| o | 294 | 8.2% |
| r | 208 | 5.8% |
| e | 205 | 5.7% |
| n | 180 | 5.0% |
| l | 178 | 4.9% |
| i | 145 | 4.0% |
| s | 103 | 2.9% |
| c | 97 | 2.7% |
| Other values (47) | 1278 |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 3606 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 476 | 13.2% | |
| a | 442 | 12.3% |
| o | 294 | 8.2% |
| r | 208 | 5.8% |
| e | 205 | 5.7% |
| n | 180 | 5.0% |
| l | 178 | 4.9% |
| i | 145 | 4.0% |
| s | 103 | 2.9% |
| c | 97 | 2.7% |
| Other values (47) | 1278 |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 3606 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 476 | 13.2% | |
| a | 442 | 12.3% |
| o | 294 | 8.2% |
| r | 208 | 5.8% |
| e | 205 | 5.7% |
| n | 180 | 5.0% |
| l | 178 | 4.9% |
| i | 145 | 4.0% |
| s | 103 | 2.9% |
| c | 97 | 2.7% |
| Other values (47) | 1278 |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 3606 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 476 | 13.2% | |
| a | 442 | 12.3% |
| o | 294 | 8.2% |
| r | 208 | 5.8% |
| e | 205 | 5.7% |
| n | 180 | 5.0% |
| l | 178 | 4.9% |
| i | 145 | 4.0% |
| s | 103 | 2.9% |
| c | 97 | 2.7% |
| Other values (47) | 1278 |
fecha
Date
Missing
| Distinct | 4 |
|---|---|
| Distinct (%) | 2.6% |
| Missing | 2 |
| Missing (%) | 1.3% |
| Memory size | 2.4 KiB |
| Minimum | 2022-02-23 00:00:00 |
|---|---|
| Maximum | 2022-10-31 00:00:00 |
Histogram with fixed size bins (bins=4)
tem_agua
Real number (ℝ)
High correlation Missing
| Distinct | 90 |
|---|---|
| Distinct (%) | 62.5% |
| Missing | 10 |
| Missing (%) | 6.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.763403 |
| Minimum | 6 |
|---|---|
| Maximum | 27.4 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 6 |
|---|---|
| 5-th percentile | 10 |
| Q1 | 14.6 |
| median | 17.85 |
| Q3 | 20.4 |
| 95-th percentile | 25.655 |
| Maximum | 27.4 |
| Range | 21.4 |
| Interquartile range (IQR) | 5.8 |
Descriptive statistics
| Standard deviation | 4.8108313 |
|---|---|
| Coefficient of variation (CV) | 0.27082825 |
| Kurtosis | -0.38181946 |
| Mean | 17.763403 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | -0.079207544 |
| Sum | 2557.93 |
| Variance | 23.144098 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 7 | 4.5% |
| 20 | 6 | 3.9% |
| 18.5 | 5 | 3.2% |
| 18.6 | 5 | 3.2% |
| 17 | 4 | 2.6% |
| 23 | 3 | 1.9% |
| 15.6 | 3 | 1.9% |
| 24.7 | 3 | 1.9% |
| 24.5 | 3 | 1.9% |
| 18.2 | 3 | 1.9% |
| Other values (80) | 102 | |
| (Missing) | 10 | 6.5% |
| Value | Count | Frequency (%) |
| 6 | 1 | 0.6% |
| 7 | 2 | 1.3% |
| 8 | 2 | 1.3% |
| 9 | 1 | 0.6% |
| 10 | 7 | |
| 10.01 | 1 | 0.6% |
| 11 | 1 | 0.6% |
| 11.01 | 1 | 0.6% |
| 12 | 1 | 0.6% |
| 12.7 | 2 | 1.3% |
| Value | Count | Frequency (%) |
| 27.4 | 1 | |
| 27 | 1 | |
| 26.3 | 1 | |
| 26.1 | 2 | |
| 26 | 1 | |
| 25.8 | 1 | |
| 25.7 | 1 | |
| 25.4 | 2 | |
| 25.2 | 1 | |
| 25.1 | 1 |
tem_aire
Real number (ℝ)
High correlation Missing
| Distinct | 29 |
|---|---|
| Distinct (%) | 20.3% |
| Missing | 11 |
| Missing (%) | 7.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.714685 |
| Minimum | 4 |
|---|---|
| Maximum | 27 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 13 |
| median | 14 |
| Q3 | 18.5 |
| 95-th percentile | 25.2 |
| Maximum | 27 |
| Range | 23 |
| Interquartile range (IQR) | 5.5 |
Descriptive statistics
| Standard deviation | 5.0550206 |
|---|---|
| Coefficient of variation (CV) | 0.32167495 |
| Kurtosis | -0.22865991 |
| Mean | 15.714685 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 0.46806325 |
| Sum | 2247.2 |
| Variance | 25.553234 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=29)
| Value | Count | Frequency (%) |
| 14 | 25 | |
| 13 | 15 | 9.7% |
| 12 | 12 | 7.8% |
| 16 | 11 | 7.1% |
| 17 | 9 | 5.8% |
| 15 | 7 | 4.5% |
| 22 | 6 | 3.9% |
| 10 | 5 | 3.2% |
| 8 | 5 | 3.2% |
| 27 | 5 | 3.2% |
| Other values (19) | 43 | |
| (Missing) | 11 | 7.1% |
| Value | Count | Frequency (%) |
| 4 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| 6 | 1 | 0.6% |
| 7 | 1 | 0.6% |
| 8 | 5 | |
| 9 | 3 | 1.9% |
| 10 | 5 | |
| 11 | 4 | 2.6% |
| 12 | 12 | |
| 12.3 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 27 | 5 | |
| 26 | 1 | 0.6% |
| 25.2 | 3 | |
| 25 | 1 | 0.6% |
| 23.3 | 5 | |
| 23 | 5 | |
| 22.2 | 2 | 1.3% |
| 22 | 6 | |
| 21 | 2 | 1.3% |
| 20 | 4 |
od
Real number (ℝ)
High correlation Missing
| Distinct | 126 |
|---|---|
| Distinct (%) | 96.2% |
| Missing | 23 |
| Missing (%) | 14.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7583969 |
| Minimum | 0.36 |
|---|---|
| Maximum | 17.61 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.36 |
|---|---|
| 5-th percentile | 1.985 |
| Q1 | 5.06 |
| median | 6.7 |
| Q3 | 8.59 |
| 95-th percentile | 10.95 |
| Maximum | 17.61 |
| Range | 17.25 |
| Interquartile range (IQR) | 3.53 |
Descriptive statistics
| Standard deviation | 2.8437962 |
|---|---|
| Coefficient of variation (CV) | 0.42077969 |
| Kurtosis | 0.83480143 |
| Mean | 6.7583969 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | 0.21128341 |
| Sum | 885.35 |
| Variance | 8.0871766 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.85 | 2 | 1.3% |
| 4.28 | 2 | 1.3% |
| 9 | 2 | 1.3% |
| 5.36 | 2 | 1.3% |
| 7 | 2 | 1.3% |
| 2.22 | 1 | 0.6% |
| 1.5 | 1 | 0.6% |
| 6.3 | 1 | 0.6% |
| 3.85 | 1 | 0.6% |
| 4.49 | 1 | 0.6% |
| Other values (116) | 116 | |
| (Missing) | 23 | 14.9% |
| Value | Count | Frequency (%) |
| 0.36 | 1 | |
| 0.45 | 1 | |
| 1.02 | 1 | |
| 1.13 | 1 | |
| 1.39 | 1 | |
| 1.5 | 1 | |
| 1.8 | 1 | |
| 2.17 | 1 | |
| 2.22 | 1 | |
| 2.25 | 1 |
| Value | Count | Frequency (%) |
| 17.61 | 1 | |
| 12.84 | 1 | |
| 12.15 | 1 | |
| 12 | 1 | |
| 11.82 | 1 | |
| 11.05 | 1 | |
| 11.02 | 1 | |
| 10.88 | 1 | |
| 10.83 | 1 | |
| 10.6 | 1 |
ph
Real number (ℝ)
High correlation Missing
| Distinct | 101 |
|---|---|
| Distinct (%) | 72.7% |
| Missing | 15 |
| Missing (%) | 9.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.5886331 |
| Minimum | 5 |
|---|---|
| Maximum | 10.02 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 5 |
|---|---|
| 5-th percentile | 6.558 |
| Q1 | 7.12 |
| median | 7.52 |
| Q3 | 8.005 |
| 95-th percentile | 8.842 |
| Maximum | 10.02 |
| Range | 5.02 |
| Interquartile range (IQR) | 0.885 |
Descriptive statistics
| Standard deviation | 0.71866039 |
|---|---|
| Coefficient of variation (CV) | 0.094702219 |
| Kurtosis | 1.9277527 |
| Mean | 7.5886331 |
| Median Absolute Deviation (MAD) | 0.44 |
| Skewness | 0.41661836 |
| Sum | 1054.82 |
| Variance | 0.51647276 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 7.4 | 7 | 4.5% |
| 7.6 | 4 | 2.6% |
| 7.58 | 3 | 1.9% |
| 7.3 | 3 | 1.9% |
| 7.5 | 3 | 1.9% |
| 7.99 | 3 | 1.9% |
| 8.02 | 3 | 1.9% |
| 7.8 | 3 | 1.9% |
| 7.67 | 3 | 1.9% |
| 7.76 | 3 | 1.9% |
| Other values (91) | 104 | |
| (Missing) | 15 | 9.7% |
| Value | Count | Frequency (%) |
| 5 | 1 | |
| 6.2 | 1 | |
| 6.37 | 1 | |
| 6.39 | 1 | |
| 6.48 | 1 | |
| 6.53 | 1 | |
| 6.54 | 1 | |
| 6.56 | 2 | |
| 6.59 | 1 | |
| 6.66 | 1 |
| Value | Count | Frequency (%) |
| 10.02 | 1 | |
| 9.98 | 1 | |
| 9.39 | 1 | |
| 9.17 | 1 | |
| 9.16 | 1 | |
| 9.01 | 1 | |
| 8.95 | 1 | |
| 8.83 | 1 | |
| 8.81 | 1 | |
| 8.62 | 1 |
olores
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 12 |
| Value | Count | Frequency (%) |
| False | 142 | |
| True | 12 | 7.8% |
color
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 13 |
| Value | Count | Frequency (%) |
| False | 141 | |
| True | 13 | 8.4% |
espumas
Boolean
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.4 KiB |
| False | |
|---|---|
| True | 5 |
| Value | Count | Frequency (%) |
| False | 149 | |
| True | 5 | 3.2% |
| Value | Count | Frequency (%) |
| False | 127 | |
| True | 27 | 17.5% |
colif_fecales_ufc_100ml
Real number (ℝ)
High correlation
| Distinct | 88 |
|---|---|
| Distinct (%) | 57.5% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 86690.229 |
| Minimum | 80 |
|---|---|
| Maximum | 4200000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 80 |
|---|---|
| 5-th percentile | 264 |
| Q1 | 1200 |
| median | 4000 |
| Q3 | 40000 |
| 95-th percentile | 274000 |
| Maximum | 4200000 |
| Range | 4199920 |
| Interquartile range (IQR) | 38800 |
Descriptive statistics
| Standard deviation | 381271.21 |
|---|---|
| Coefficient of variation (CV) | 4.3980875 |
| Kurtosis | 91.766626 |
| Mean | 86690.229 |
| Median Absolute Deviation (MAD) | 3440 |
| Skewness | 8.9657969 |
| Sum | 13263605 |
| Variance | 1.4536774 × 1011 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 20000 | 6 | 3.9% |
| 1000 | 5 | 3.2% |
| 1400 | 5 | 3.2% |
| 1800 | 5 | 3.2% |
| 900 | 4 | 2.6% |
| 3000 | 4 | 2.6% |
| 1300 | 4 | 2.6% |
| 40000 | 4 | 2.6% |
| 400 | 3 | 1.9% |
| 6500 | 3 | 1.9% |
| Other values (78) | 110 |
| Value | Count | Frequency (%) |
| 80 | 1 | |
| 95 | 1 | |
| 120 | 1 | |
| 130 | 1 | |
| 150 | 1 | |
| 160 | 1 | |
| 200 | 1 | |
| 210 | 1 | |
| 300 | 2 | |
| 360 | 1 |
| Value | Count | Frequency (%) |
| 4200000 | 1 | |
| 1600000 | 1 | |
| 1070000 | 1 | |
| 740000 | 1 | |
| 700000 | 1 | |
| 420000 | 1 | |
| 400000 | 1 | |
| 280000 | 1 | |
| 270000 | 1 | |
| 240000 | 1 |
escher_coli_ufc_100ml
Real number (ℝ)
| Distinct | 77 |
|---|---|
| Distinct (%) | 50.3% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4093.3922 |
| Minimum | 1 |
|---|---|
| Maximum | 150000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 5.6 |
| Q1 | 100 |
| median | 330 |
| Q3 | 1700 |
| 95-th percentile | 12960 |
| Maximum | 150000 |
| Range | 149999 |
| Interquartile range (IQR) | 1600 |
Descriptive statistics
| Standard deviation | 15058.087 |
|---|---|
| Coefficient of variation (CV) | 3.6786328 |
| Kurtosis | 62.789246 |
| Mean | 4093.3922 |
| Median Absolute Deviation (MAD) | 312 |
| Skewness | 7.3116318 |
| Sum | 626289 |
| Variance | 2.2674597 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 17 | 11.0% |
| 200 | 15 | 9.7% |
| 300 | 6 | 3.9% |
| 600 | 5 | 3.2% |
| 500 | 4 | 2.6% |
| 10000 | 4 | 2.6% |
| 1000 | 4 | 2.6% |
| 6 | 4 | 2.6% |
| 2000 | 3 | 1.9% |
| 3 | 3 | 1.9% |
| Other values (67) | 88 |
| Value | Count | Frequency (%) |
| 1 | 1 | 0.6% |
| 2 | 2 | |
| 3 | 3 | |
| 4 | 1 | 0.6% |
| 5 | 1 | 0.6% |
| 6 | 4 | |
| 9 | 1 | 0.6% |
| 13 | 1 | 0.6% |
| 15 | 1 | 0.6% |
| 16 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 150000 | 1 | |
| 80000 | 1 | |
| 50000 | 1 | |
| 44000 | 1 | |
| 35000 | 1 | |
| 28000 | 1 | |
| 15000 | 1 | |
| 14400 | 1 | |
| 12000 | 1 | |
| 11500 | 1 |
enteroc_ufc_100ml
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 54.9% |
| Missing | 1 |
| Missing (%) | 0.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 951.70588 |
| Minimum | 2 |
|---|---|
| Maximum | 28000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 5 |
| Q1 | 50 |
| median | 300 |
| Q3 | 670 |
| 95-th percentile | 2820 |
| Maximum | 28000 |
| Range | 27998 |
| Interquartile range (IQR) | 620 |
Descriptive statistics
| Standard deviation | 3008.483 |
|---|---|
| Coefficient of variation (CV) | 3.1611479 |
| Kurtosis | 54.099694 |
| Mean | 951.70588 |
| Median Absolute Deviation (MAD) | 270 |
| Skewness | 6.9586225 |
| Sum | 145611 |
| Variance | 9050970.2 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 100 | 7 | 4.5% |
| 10 | 6 | 3.9% |
| 300 | 6 | 3.9% |
| 50 | 6 | 3.9% |
| 20 | 5 | 3.2% |
| 1500 | 5 | 3.2% |
| 2 | 5 | 3.2% |
| 30 | 4 | 2.6% |
| 1100 | 3 | 1.9% |
| 80 | 3 | 1.9% |
| Other values (74) | 103 |
| Value | Count | Frequency (%) |
| 2 | 5 | |
| 3 | 1 | 0.6% |
| 4 | 1 | 0.6% |
| 5 | 2 | 1.3% |
| 9 | 1 | 0.6% |
| 10 | 6 | |
| 11 | 1 | 0.6% |
| 20 | 5 | |
| 24 | 1 | 0.6% |
| 27 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 28000 | 1 | |
| 20000 | 1 | |
| 12000 | 1 | |
| 7500 | 1 | |
| 5000 | 1 | |
| 4200 | 1 | |
| 4000 | 1 | |
| 3300 | 1 | |
| 2500 | 1 | |
| 2200 | 1 |
nitrato_mg_l
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.7038961 |
| Minimum | 1.9 |
|---|---|
| Maximum | 21.9 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3.6 |
| median | 5.65 |
| Q3 | 8.675 |
| 95-th percentile | 13.57 |
| Maximum | 21.9 |
| Range | 20 |
| Interquartile range (IQR) | 5.075 |
Descriptive statistics
| Standard deviation | 4.0578639 |
|---|---|
| Coefficient of variation (CV) | 0.60529934 |
| Kurtosis | 1.0475266 |
| Mean | 6.7038961 |
| Median Absolute Deviation (MAD) | 2.5 |
| Skewness | 1.1216834 |
| Sum | 1032.4 |
| Variance | 16.466259 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 6 | 3.9% |
| 3.3 | 5 | 3.2% |
| 1.9 | 4 | 2.6% |
| 5.1 | 4 | 2.6% |
| 3.9 | 4 | 2.6% |
| 3.7 | 4 | 2.6% |
| 5.9 | 4 | 2.6% |
| 2.9 | 3 | 1.9% |
| 5.2 | 3 | 1.9% |
| 5.6 | 3 | 1.9% |
| Other values (74) | 114 |
| Value | Count | Frequency (%) |
| 1.9 | 4 | |
| 2 | 6 | |
| 2.1 | 2 | 1.3% |
| 2.2 | 1 | 0.6% |
| 2.4 | 1 | 0.6% |
| 2.5 | 1 | 0.6% |
| 2.6 | 3 | |
| 2.7 | 3 | |
| 2.8 | 2 | 1.3% |
| 2.9 | 3 |
| Value | Count | Frequency (%) |
| 21.9 | 1 | |
| 20.6 | 1 | |
| 16.4 | 1 | |
| 16.3 | 1 | |
| 16.2 | 1 | |
| 14.8 | 1 | |
| 14.4 | 1 | |
| 13.7 | 1 | |
| 13.5 | 1 | |
| 13.3 | 2 |
nh4_mg_l
Real number (ℝ)
| Distinct | 84 |
|---|---|
| Distinct (%) | 54.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.9411558 |
| Minimum | 0.049 |
|---|---|
| Maximum | 23 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.049 |
|---|---|
| 5-th percentile | 0.049 |
| Q1 | 0.1025 |
| median | 0.65 |
| Q3 | 1.675 |
| 95-th percentile | 7.655 |
| Maximum | 23 |
| Range | 22.951 |
| Interquartile range (IQR) | 1.5725 |
Descriptive statistics
| Standard deviation | 4.1198027 |
|---|---|
| Coefficient of variation (CV) | 2.1223452 |
| Kurtosis | 16.287446 |
| Mean | 1.9411558 |
| Median Absolute Deviation (MAD) | 0.59 |
| Skewness | 3.9375779 |
| Sum | 298.938 |
| Variance | 16.972774 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.05 | 18 | 11.7% |
| 0.049 | 12 | 7.8% |
| 2 | 5 | 3.2% |
| 0.1 | 5 | 3.2% |
| 0.41 | 5 | 3.2% |
| 1 | 4 | 2.6% |
| 1.9 | 3 | 1.9% |
| 0.45 | 3 | 1.9% |
| 1.3 | 3 | 1.9% |
| 0.75 | 2 | 1.3% |
| Other values (74) | 94 |
| Value | Count | Frequency (%) |
| 0.049 | 12 | |
| 0.05 | 18 | |
| 0.06 | 2 | 1.3% |
| 0.08 | 2 | 1.3% |
| 0.1 | 5 | 3.2% |
| 0.11 | 2 | 1.3% |
| 0.12 | 1 | 0.6% |
| 0.14 | 1 | 0.6% |
| 0.15 | 1 | 0.6% |
| 0.17 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 23 | 2 | |
| 22 | 2 | |
| 19 | 1 | |
| 12 | 1 | |
| 9.3 | 1 | |
| 8.5 | 1 | |
| 7.2 | 1 | |
| 7.1 | 1 | |
| 5.7 | 1 | |
| 5.6 | 1 |
p_total_l_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 71 |
|---|---|
| Distinct (%) | 48.3% |
| Missing | 7 |
| Missing (%) | 4.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.88666667 |
| Minimum | 0.1 |
|---|---|
| Maximum | 30.12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.133 |
| Q1 | 0.26 |
| median | 0.37 |
| Q3 | 0.57 |
| 95-th percentile | 1.3 |
| Maximum | 30.12 |
| Range | 30.02 |
| Interquartile range (IQR) | 0.31 |
Descriptive statistics
| Standard deviation | 3.4647102 |
|---|---|
| Coefficient of variation (CV) | 3.9075679 |
| Kurtosis | 69.277601 |
| Mean | 0.88666667 |
| Median Absolute Deviation (MAD) | 0.14 |
| Skewness | 8.3395578 |
| Sum | 130.34 |
| Variance | 12.004217 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.33 | 8 | 5.2% |
| 0.23 | 6 | 3.9% |
| 0.24 | 5 | 3.2% |
| 0.28 | 4 | 2.6% |
| 0.36 | 4 | 2.6% |
| 0.27 | 4 | 2.6% |
| 0.1 | 4 | 2.6% |
| 1.2 | 4 | 2.6% |
| 0.49 | 3 | 1.9% |
| 0.19 | 3 | 1.9% |
| Other values (61) | 102 | |
| (Missing) | 7 | 4.5% |
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.11 | 1 | 0.6% |
| 0.12 | 1 | 0.6% |
| 0.13 | 2 | |
| 0.14 | 1 | 0.6% |
| 0.15 | 1 | 0.6% |
| 0.17 | 2 | |
| 0.18 | 2 | |
| 0.19 | 3 | |
| 0.2 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 30.12 | 2 | |
| 2.8 | 1 | 0.6% |
| 1.9 | 1 | 0.6% |
| 1.5 | 1 | 0.6% |
| 1.4 | 2 | |
| 1.3 | 2 | |
| 1.2 | 4 | |
| 1.1 | 1 | 0.6% |
| 0.95 | 1 | 0.6% |
| 0.88 | 1 | 0.6% |
fosf_ortofos_mg_l
Real number (ℝ)
High correlation
| Distinct | 62 |
|---|---|
| Distinct (%) | 40.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.41545455 |
| Minimum | 0.1 |
|---|---|
| Maximum | 2.6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.1 |
|---|---|
| 5-th percentile | 0.1365 |
| Q1 | 0.23 |
| median | 0.33 |
| Q3 | 0.4975 |
| 95-th percentile | 0.924 |
| Maximum | 2.6 |
| Range | 2.5 |
| Interquartile range (IQR) | 0.2675 |
Descriptive statistics
| Standard deviation | 0.30868494 |
|---|---|
| Coefficient of variation (CV) | 0.74300533 |
| Kurtosis | 16.932136 |
| Mean | 0.41545455 |
| Median Absolute Deviation (MAD) | 0.115 |
| Skewness | 3.2483309 |
| Sum | 63.98 |
| Variance | 0.095286393 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.32 | 7 | 4.5% |
| 0.2 | 7 | 4.5% |
| 0.27 | 7 | 4.5% |
| 0.54 | 6 | 3.9% |
| 0.31 | 6 | 3.9% |
| 0.18 | 5 | 3.2% |
| 0.39 | 5 | 3.2% |
| 0.4 | 5 | 3.2% |
| 0.35 | 4 | 2.6% |
| 0.24 | 4 | 2.6% |
| Other values (52) | 98 |
| Value | Count | Frequency (%) |
| 0.1 | 4 | |
| 0.11 | 2 | 1.3% |
| 0.12 | 1 | 0.6% |
| 0.13 | 1 | 0.6% |
| 0.14 | 1 | 0.6% |
| 0.15 | 3 | |
| 0.16 | 2 | 1.3% |
| 0.17 | 2 | 1.3% |
| 0.18 | 5 | |
| 0.19 | 3 |
| Value | Count | Frequency (%) |
| 2.6 | 1 | |
| 1.4 | 2 | |
| 1.3 | 1 | |
| 1.2 | 2 | |
| 1 | 1 | |
| 0.95 | 1 | |
| 0.91 | 1 | |
| 0.88 | 1 | |
| 0.86 | 2 | |
| 0.85 | 2 |
dbo_mg_l
Real number (ℝ)
High correlation Missing
| Distinct | 51 |
|---|---|
| Distinct (%) | 46.4% |
| Missing | 44 |
| Missing (%) | 28.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.2436364 |
| Minimum | 1.9 |
|---|---|
| Maximum | 42 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 1.9 |
|---|---|
| 5-th percentile | 1.9 |
| Q1 | 2.4 |
| median | 5 |
| Q3 | 7.3 |
| 95-th percentile | 14.55 |
| Maximum | 42 |
| Range | 40.1 |
| Interquartile range (IQR) | 4.9 |
Descriptive statistics
| Standard deviation | 5.3663328 |
|---|---|
| Coefficient of variation (CV) | 0.85948837 |
| Kurtosis | 17.543192 |
| Mean | 6.2436364 |
| Median Absolute Deviation (MAD) | 2.55 |
| Skewness | 3.2708182 |
| Sum | 686.8 |
| Variance | 28.797528 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 2 | 16 | 10.4% |
| 5 | 10 | 6.5% |
| 1.9 | 10 | 6.5% |
| 12 | 5 | 3.2% |
| 11 | 3 | 1.9% |
| 14 | 3 | 1.9% |
| 5.8 | 3 | 1.9% |
| 9.4 | 3 | 1.9% |
| 6.5 | 3 | 1.9% |
| 5.2 | 3 | 1.9% |
| Other values (41) | 51 | |
| (Missing) | 44 |
| Value | Count | Frequency (%) |
| 1.9 | 10 | |
| 2 | 16 | |
| 2.3 | 1 | 0.6% |
| 2.4 | 2 | 1.3% |
| 2.5 | 2 | 1.3% |
| 2.6 | 1 | 0.6% |
| 2.8 | 1 | 0.6% |
| 3.1 | 1 | 0.6% |
| 3.3 | 1 | 0.6% |
| 3.4 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 42 | 1 | 0.6% |
| 21 | 1 | 0.6% |
| 18 | 2 | 1.3% |
| 16 | 1 | 0.6% |
| 15 | 1 | 0.6% |
| 14 | 3 | |
| 12 | 5 | |
| 11 | 3 | |
| 10 | 2 | 1.3% |
| 9.4 | 3 |
dqo_mg_l
Real number (ℝ)
| Distinct | 48 |
|---|---|
| Distinct (%) | 31.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.188312 |
| Minimum | 29 |
|---|---|
| Maximum | 180 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 29 |
|---|---|
| 5-th percentile | 29 |
| Q1 | 30 |
| median | 30 |
| Q3 | 52.25 |
| 95-th percentile | 85.4 |
| Maximum | 180 |
| Range | 151 |
| Interquartile range (IQR) | 22.25 |
Descriptive statistics
| Standard deviation | 23.477084 |
|---|---|
| Coefficient of variation (CV) | 0.53129624 |
| Kurtosis | 8.5813656 |
| Mean | 44.188312 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.4777461 |
| Sum | 6805 |
| Variance | 551.17346 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) |
| 30 | 54 | |
| 29 | 27 | |
| 50 | 7 | 4.5% |
| 39 | 4 | 2.6% |
| 33 | 3 | 1.9% |
| 36 | 3 | 1.9% |
| 48 | 3 | 1.9% |
| 59 | 2 | 1.3% |
| 63 | 2 | 1.3% |
| 80 | 2 | 1.3% |
| Other values (38) | 47 |
| Value | Count | Frequency (%) |
| 29 | 27 | |
| 30 | 54 | |
| 31 | 1 | 0.6% |
| 32 | 2 | 1.3% |
| 33 | 3 | 1.9% |
| 34 | 2 | 1.3% |
| 35 | 1 | 0.6% |
| 36 | 3 | 1.9% |
| 37 | 1 | 0.6% |
| 39 | 4 | 2.6% |
| Value | Count | Frequency (%) |
| 180 | 1 | |
| 135 | 1 | |
| 130 | 1 | |
| 110 | 1 | |
| 94 | 1 | |
| 90 | 1 | |
| 89 | 1 | |
| 88 | 1 | |
| 84 | 1 | |
| 82 | 2 |
turbiedad_ntu
Real number (ℝ)
| Distinct | 60 |
|---|---|
| Distinct (%) | 39.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 34.342857 |
| Minimum | 2.5 |
|---|---|
| Maximum | 130 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 2.5 |
|---|---|
| 5-th percentile | 8.15 |
| Q1 | 17 |
| median | 27.5 |
| Q3 | 45 |
| 95-th percentile | 85 |
| Maximum | 130 |
| Range | 127.5 |
| Interquartile range (IQR) | 28 |
Descriptive statistics
| Standard deviation | 24.213727 |
|---|---|
| Coefficient of variation (CV) | 0.7050586 |
| Kurtosis | 1.4434664 |
| Mean | 34.342857 |
| Median Absolute Deviation (MAD) | 11.5 |
| Skewness | 1.3036196 |
| Sum | 5288.8 |
| Variance | 586.30456 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12 | 7 | 4.5% |
| 19 | 6 | 3.9% |
| 45 | 6 | 3.9% |
| 22 | 6 | 3.9% |
| 28 | 5 | 3.2% |
| 23 | 5 | 3.2% |
| 90 | 5 | 3.2% |
| 60 | 5 | 3.2% |
| 13 | 5 | 3.2% |
| 26 | 5 | 3.2% |
| Other values (50) | 99 |
| Value | Count | Frequency (%) |
| 2.5 | 1 | |
| 3.3 | 1 | |
| 4.1 | 1 | |
| 6 | 1 | |
| 6.1 | 1 | |
| 7.3 | 1 | |
| 7.5 | 2 | |
| 8.5 | 1 | |
| 8.6 | 1 | |
| 8.9 | 1 |
| Value | Count | Frequency (%) |
| 130 | 1 | 0.6% |
| 110 | 1 | 0.6% |
| 90 | 5 | |
| 85 | 2 | 1.3% |
| 84 | 1 | 0.6% |
| 80 | 2 | 1.3% |
| 75 | 3 | |
| 71 | 1 | 0.6% |
| 70 | 3 | |
| 67 | 1 | 0.6% |
cr_total_mg_l
Real number (ℝ)
Missing
| Distinct | 23 |
|---|---|
| Distinct (%) | 15.2% |
| Missing | 3 |
| Missing (%) | 1.9% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.55479735 |
| Minimum | 0.005 |
|---|---|
| Maximum | 12 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.005 |
|---|---|
| 5-th percentile | 0.005 |
| Q1 | 0.005 |
| median | 0.005 |
| Q3 | 0.005 |
| 95-th percentile | 6 |
| Maximum | 12 |
| Range | 11.995 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 1.9638856 |
|---|---|
| Coefficient of variation (CV) | 3.539825 |
| Kurtosis | 13.891334 |
| Mean | 0.55479735 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 3.7251564 |
| Sum | 83.7744 |
| Variance | 3.8568465 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=23)
| Value | Count | Frequency (%) |
| 0.005 | 115 | |
| 0.007 | 5 | 3.2% |
| 6 | 4 | 2.6% |
| 0.006 | 3 | 1.9% |
| 5 | 3 | 1.9% |
| 0.011 | 2 | 1.3% |
| 0.0061 | 2 | 1.3% |
| 7 | 2 | 1.3% |
| 0.009 | 1 | 0.6% |
| 0.01 | 1 | 0.6% |
| Other values (13) | 13 | 8.4% |
| (Missing) | 3 | 1.9% |
| Value | Count | Frequency (%) |
| 0.005 | 115 | |
| 0.0051 | 1 | 0.6% |
| 0.006 | 3 | 1.9% |
| 0.0061 | 2 | 1.3% |
| 0.0062 | 1 | 0.6% |
| 0.0064 | 1 | 0.6% |
| 0.0069 | 1 | 0.6% |
| 0.007 | 5 | 3.2% |
| 0.0079 | 1 | 0.6% |
| 0.008 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.6% |
| 10 | 1 | 0.6% |
| 8 | 1 | 0.6% |
| 7 | 2 | |
| 6 | 4 | |
| 5 | 3 | |
| 0.02 | 1 | 0.6% |
| 0.015 | 1 | 0.6% |
| 0.011 | 2 | |
| 0.01 | 1 | 0.6% |
clorofila_a_ug_l
Real number (ℝ)
Missing Zeros
| Distinct | 68 |
|---|---|
| Distinct (%) | 45.3% |
| Missing | 4 |
| Missing (%) | 2.6% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 270.63067 |
| Minimum | 0 |
|---|---|
| Maximum | 6410 |
| Zeros | 5 |
| Zeros (%) | 3.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.245 |
| Q1 | 10 |
| median | 10 |
| Q3 | 46.525 |
| 95-th percentile | 1581.5 |
| Maximum | 6410 |
| Range | 6410 |
| Interquartile range (IQR) | 36.525 |
Descriptive statistics
| Standard deviation | 826.53116 |
|---|---|
| Coefficient of variation (CV) | 3.0540928 |
| Kurtosis | 27.062804 |
| Mean | 270.63067 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 4.7987981 |
| Sum | 40594.6 |
| Variance | 683153.76 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 10 | 74 | |
| 0 | 5 | 3.2% |
| 0.3 | 3 | 1.9% |
| 350 | 2 | 1.3% |
| 0.2 | 2 | 1.3% |
| 0.6 | 2 | 1.3% |
| 70.8 | 1 | 0.6% |
| 20.7 | 1 | 0.6% |
| 130.2 | 1 | 0.6% |
| 42.1 | 1 | 0.6% |
| Other values (58) | 58 | |
| (Missing) | 4 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 5 | |
| 0.1 | 1 | 0.6% |
| 0.2 | 2 | 1.3% |
| 0.3 | 3 | |
| 0.4 | 1 | 0.6% |
| 0.5 | 1 | 0.6% |
| 0.6 | 2 | 1.3% |
| 0.7 | 1 | 0.6% |
| 0.8 | 1 | 0.6% |
| 1 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 6410 | 1 | |
| 4650 | 1 | |
| 3590 | 1 | |
| 2900 | 1 | |
| 2500 | 1 | |
| 2130 | 1 | |
| 1960 | 1 | |
| 1730 | 1 | |
| 1400 | 1 | |
| 1290 | 1 |
microcistina_ug_l
Real number (ℝ)
High correlation Missing
| Distinct | 7 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 8 |
| Missing (%) | 5.2% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18568493 |
| Minimum | 0.15 |
|---|---|
| Maximum | 1.67 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 0.15 |
|---|---|
| 5-th percentile | 0.15 |
| Q1 | 0.15 |
| median | 0.15 |
| Q3 | 0.18 |
| 95-th percentile | 0.2 |
| Maximum | 1.67 |
| Range | 1.52 |
| Interquartile range (IQR) | 0.03 |
Descriptive statistics
| Standard deviation | 0.16046444 |
|---|---|
| Coefficient of variation (CV) | 0.86417591 |
| Kurtosis | 59.12294 |
| Mean | 0.18568493 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 7.3729289 |
| Sum | 27.11 |
| Variance | 0.025748838 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=7)
| Value | Count | Frequency (%) |
| 0.15 | 109 | |
| 0.2 | 31 | 20.1% |
| 1 | 2 | 1.3% |
| 0.4 | 1 | 0.6% |
| 0.3 | 1 | 0.6% |
| 1.67 | 1 | 0.6% |
| 0.19 | 1 | 0.6% |
| (Missing) | 8 | 5.2% |
| Value | Count | Frequency (%) |
| 0.15 | 109 | |
| 0.19 | 1 | 0.6% |
| 0.2 | 31 | 20.1% |
| 0.3 | 1 | 0.6% |
| 0.4 | 1 | 0.6% |
| 1 | 2 | 1.3% |
| 1.67 | 1 | 0.6% |
| Value | Count | Frequency (%) |
| 1.67 | 1 | 0.6% |
| 1 | 2 | 1.3% |
| 0.4 | 1 | 0.6% |
| 0.3 | 1 | 0.6% |
| 0.2 | 31 | 20.1% |
| 0.19 | 1 | 0.6% |
| 0.15 | 109 |
ica
Real number (ℝ)
High correlation
| Distinct | 38 |
|---|---|
| Distinct (%) | 24.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 44.071429 |
| Minimum | 23 |
|---|---|
| Maximum | 76 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 2.4 KiB |
Quantile statistics
| Minimum | 23 |
|---|---|
| 5-th percentile | 33 |
| Q1 | 38 |
| median | 42 |
| Q3 | 50 |
| 95-th percentile | 59.35 |
| Maximum | 76 |
| Range | 53 |
| Interquartile range (IQR) | 12 |
Descriptive statistics
| Standard deviation | 8.9487335 |
|---|---|
| Coefficient of variation (CV) | 0.20305068 |
| Kurtosis | 0.32568788 |
| Mean | 44.071429 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 0.65752044 |
| Sum | 6787 |
| Variance | 80.079832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=38)
| Value | Count | Frequency (%) |
| 40 | 13 | 8.4% |
| 42 | 10 | 6.5% |
| 37 | 10 | 6.5% |
| 36 | 9 | 5.8% |
| 38 | 8 | 5.2% |
| 46 | 7 | 4.5% |
| 41 | 7 | 4.5% |
| 39 | 7 | 4.5% |
| 45 | 7 | 4.5% |
| 55 | 6 | 3.9% |
| Other values (28) | 70 |
| Value | Count | Frequency (%) |
| 23 | 1 | 0.6% |
| 25 | 1 | 0.6% |
| 29 | 2 | 1.3% |
| 31 | 1 | 0.6% |
| 32 | 2 | 1.3% |
| 33 | 4 | 2.6% |
| 34 | 3 | 1.9% |
| 35 | 5 | |
| 36 | 9 | |
| 37 | 10 |
| Value | Count | Frequency (%) |
| 76 | 1 | 0.6% |
| 67 | 1 | 0.6% |
| 64 | 1 | 0.6% |
| 62 | 1 | 0.6% |
| 61 | 2 | 1.3% |
| 60 | 2 | 1.3% |
| 59 | 5 | |
| 58 | 4 | |
| 57 | 1 | 0.6% |
| 56 | 2 | 1.3% |
Interactions
Correlations
| clorofila_a_ug_l | colif_fecales_ufc_100ml | color | cr_total_mg_l | dbo_mg_l | dqo_mg_l | enteroc_ufc_100ml | escher_coli_ufc_100ml | espumas | fosf_ortofos_mg_l | ica | mat_susp | microcistina_ug_l | nh4_mg_l | nitrato_mg_l | od | olores | p_total_l_mg_l | ph | sitios | tem_agua | tem_aire | turbiedad_ntu | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| clorofila_a_ug_l | 1.000 | 0.147 | 0.000 | 0.016 | 0.333 | -0.077 | -0.260 | -0.378 | 0.000 | 0.178 | -0.294 | 0.000 | 0.129 | 0.007 | 0.394 | 0.196 | 0.000 | 0.207 | 0.316 | 0.000 | -0.330 | -0.055 | -0.088 |
| colif_fecales_ufc_100ml | 0.147 | 1.000 | 0.210 | 0.201 | 0.343 | 0.210 | 0.268 | 0.226 | 0.178 | 0.330 | -0.603 | 0.093 | -0.219 | 0.379 | 0.230 | -0.293 | 0.198 | 0.342 | -0.156 | 0.000 | -0.313 | 0.088 | -0.150 |
| color | 0.000 | 0.210 | 1.000 | 0.000 | 0.000 | 0.000 | 0.103 | 0.000 | 0.399 | 0.186 | 0.363 | 0.247 | 0.228 | 0.354 | 0.000 | 0.321 | 0.473 | 0.000 | 0.265 | 0.507 | 0.321 | 0.198 | 0.000 |
| cr_total_mg_l | 0.016 | 0.201 | 0.000 | 1.000 | 0.232 | 0.185 | 0.034 | 0.117 | 0.000 | 0.299 | -0.345 | 0.000 | -0.271 | 0.117 | -0.044 | -0.071 | 0.000 | 0.401 | -0.041 | 0.000 | -0.195 | -0.226 | 0.151 |
| dbo_mg_l | 0.333 | 0.343 | 0.000 | 0.232 | 1.000 | 0.000 | -0.071 | -0.054 | 0.243 | 0.516 | -0.507 | 0.000 | -0.112 | 0.320 | 0.161 | 0.101 | 0.331 | 0.555 | 0.296 | 0.184 | -0.129 | -0.139 | -0.326 |
| dqo_mg_l | -0.077 | 0.210 | 0.000 | 0.185 | 0.000 | 1.000 | 0.164 | 0.261 | 0.000 | 0.010 | -0.183 | 0.000 | -0.347 | -0.061 | 0.183 | 0.022 | 0.000 | 0.106 | -0.002 | 0.057 | -0.269 | -0.283 | 0.331 |
| enteroc_ufc_100ml | -0.260 | 0.268 | 0.103 | 0.034 | -0.071 | 0.164 | 1.000 | 0.482 | 0.000 | -0.042 | -0.133 | 0.225 | 0.165 | -0.010 | -0.034 | -0.227 | 0.085 | 0.044 | -0.081 | 0.093 | 0.121 | 0.182 | 0.036 |
| escher_coli_ufc_100ml | -0.378 | 0.226 | 0.000 | 0.117 | -0.054 | 0.261 | 0.482 | 1.000 | 0.411 | -0.031 | -0.068 | 0.410 | -0.121 | 0.029 | -0.116 | -0.225 | 0.389 | 0.137 | -0.084 | 0.088 | 0.158 | -0.011 | 0.067 |
| espumas | 0.000 | 0.178 | 0.399 | 0.000 | 0.243 | 0.000 | 0.000 | 0.411 | 1.000 | 0.368 | 0.338 | 0.240 | 0.000 | 0.461 | 0.000 | 0.000 | 0.419 | 0.000 | 0.149 | 0.525 | 0.209 | 0.000 | 0.000 |
| fosf_ortofos_mg_l | 0.178 | 0.330 | 0.186 | 0.299 | 0.516 | 0.010 | -0.042 | -0.031 | 0.368 | 1.000 | -0.503 | 0.000 | 0.144 | 0.298 | 0.039 | -0.252 | 0.345 | 0.832 | 0.142 | 0.000 | -0.070 | 0.080 | -0.404 |
| ica | -0.294 | -0.603 | 0.363 | -0.345 | -0.507 | -0.183 | -0.133 | -0.068 | 0.338 | -0.503 | 1.000 | 0.270 | 0.179 | -0.494 | -0.156 | 0.258 | 0.560 | -0.574 | 0.002 | 0.000 | 0.320 | 0.044 | 0.277 |
| mat_susp | 0.000 | 0.093 | 0.247 | 0.000 | 0.000 | 0.000 | 0.225 | 0.410 | 0.240 | 0.000 | 0.270 | 1.000 | 0.120 | 0.152 | 0.000 | 0.300 | 0.269 | 0.000 | 0.268 | 0.457 | 0.310 | 0.251 | 0.000 |
| microcistina_ug_l | 0.129 | -0.219 | 0.228 | -0.271 | -0.112 | -0.347 | 0.165 | -0.121 | 0.000 | 0.144 | 0.179 | 0.120 | 1.000 | -0.367 | -0.106 | -0.136 | 0.000 | 0.089 | 0.024 | 0.000 | 0.665 | 0.657 | -0.077 |
| nh4_mg_l | 0.007 | 0.379 | 0.354 | 0.117 | 0.320 | -0.061 | -0.010 | 0.029 | 0.461 | 0.298 | -0.494 | 0.152 | -0.367 | 1.000 | -0.070 | -0.277 | 0.384 | 0.300 | -0.134 | 0.168 | -0.255 | -0.160 | -0.452 |
| nitrato_mg_l | 0.394 | 0.230 | 0.000 | -0.044 | 0.161 | 0.183 | -0.034 | -0.116 | 0.000 | 0.039 | -0.156 | 0.000 | -0.106 | -0.070 | 1.000 | 0.181 | 0.000 | 0.000 | 0.155 | 0.000 | -0.257 | 0.013 | -0.029 |
| od | 0.196 | -0.293 | 0.321 | -0.071 | 0.101 | 0.022 | -0.227 | -0.225 | 0.000 | -0.252 | 0.258 | 0.300 | -0.136 | -0.277 | 0.181 | 1.000 | 0.067 | -0.283 | 0.613 | 0.161 | -0.273 | -0.139 | 0.238 |
| olores | 0.000 | 0.198 | 0.473 | 0.000 | 0.331 | 0.000 | 0.085 | 0.389 | 0.419 | 0.345 | 0.560 | 0.269 | 0.000 | 0.384 | 0.000 | 0.067 | 1.000 | 0.000 | 0.247 | 0.262 | 0.000 | 0.000 | 0.150 |
| p_total_l_mg_l | 0.207 | 0.342 | 0.000 | 0.401 | 0.555 | 0.106 | 0.044 | 0.137 | 0.000 | 0.832 | -0.574 | 0.000 | 0.089 | 0.300 | 0.000 | -0.283 | 0.000 | 1.000 | 0.112 | 0.000 | -0.056 | -0.013 | -0.367 |
| ph | 0.316 | -0.156 | 0.265 | -0.041 | 0.296 | -0.002 | -0.081 | -0.084 | 0.149 | 0.142 | 0.002 | 0.268 | 0.024 | -0.134 | 0.155 | 0.613 | 0.247 | 0.112 | 1.000 | 0.205 | -0.218 | -0.212 | 0.003 |
| sitios | 0.000 | 0.000 | 0.507 | 0.000 | 0.184 | 0.057 | 0.093 | 0.088 | 0.525 | 0.000 | 0.000 | 0.457 | 0.000 | 0.168 | 0.000 | 0.161 | 0.262 | 0.000 | 0.205 | 1.000 | 0.000 | 0.000 | 0.081 |
| tem_agua | -0.330 | -0.313 | 0.321 | -0.195 | -0.129 | -0.269 | 0.121 | 0.158 | 0.209 | -0.070 | 0.320 | 0.310 | 0.665 | -0.255 | -0.257 | -0.273 | 0.000 | -0.056 | -0.218 | 0.000 | 1.000 | 0.706 | -0.001 |
| tem_aire | -0.055 | 0.088 | 0.198 | -0.226 | -0.139 | -0.283 | 0.182 | -0.011 | 0.000 | 0.080 | 0.044 | 0.251 | 0.657 | -0.160 | 0.013 | -0.139 | 0.000 | -0.013 | -0.212 | 0.000 | 0.706 | 1.000 | -0.107 |
| turbiedad_ntu | -0.088 | -0.150 | 0.000 | 0.151 | -0.326 | 0.331 | 0.036 | 0.067 | 0.000 | -0.404 | 0.277 | 0.000 | -0.077 | -0.452 | -0.029 | 0.238 | 0.150 | -0.367 | 0.003 | 0.081 | -0.001 | -0.107 | 1.000 |
Missing values
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.
Sample
| sitios | fecha | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | cr_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | Canal Villanueva y Río Luján | 2022-02-23 | 24.5 | 23.3 | 5.30 | 6.56 | False | False | False | True | 2200 | 100 | 130 | 2.9 | 0.420 | 0.23 | 0.15 | 6.2 | 29 | 90.0 | 0.005 | 10.0 | 0.2 | 55.0 |
| 1 | Río Lujan y Arroyo Caraguatá | 2022-02-23 | 25.4 | 23.3 | 2.25 | 6.56 | True | True | False | False | 1200 | 200 | 400 | 3.3 | 0.510 | 0.41 | 0.35 | 5.8 | 29 | 34.0 | 0.005 | 10.0 | 0.2 | 42.0 |
| 2 | Canal Aliviador y Río Lujan | 2022-02-23 | 24.6 | 23.3 | 2.94 | 6.59 | False | True | False | False | 1800 | 200 | 580 | 6.5 | 0.050 | 0.59 | 0.54 | 1.9 | 29 | 17.0 | 0.005 | 10.0 | 0.2 | 45.0 |
| 3 | Río Carapachay y Arroyo Gallo Fiambre | 2022-02-23 | 25.2 | 23.3 | 2.22 | 7.45 | True | True | False | False | 1400 | 100 | 300 | 7.4 | 1.000 | 0.38 | 0.40 | 5.8 | 29 | 23.0 | 0.005 | 10.0 | 0.2 | 46.0 |
| 4 | Río Reconquista y Río Lujan | 2022-02-23 | 24.1 | 20.0 | 1.02 | 6.39 | False | True | False | True | 1100 | 100 | 370 | 8.8 | 0.049 | 0.55 | 0.54 | 2.6 | 59 | 18.0 | 0.005 | 10.0 | 0.2 | 44.0 |
| 5 | Rio Tigre 100m antes del Rio Luján | 2022-02-23 | 24.9 | 23.3 | 3.50 | 6.53 | False | False | False | True | 3200 | 200 | 750 | 4.4 | 3.500 | 1.10 | 0.91 | 3.9 | 130 | 8.9 | 0.005 | 10.0 | 0.2 | 40.0 |
| 6 | Río Lujan y Canal San Fernando | 2022-02-23 | 24.5 | 20.0 | 1.50 | 6.54 | False | True | False | True | 18000 | 1500 | 100 | 5.6 | 2.000 | 0.73 | 0.60 | 3.5 | 42 | 12.0 | 0.005 | 10.0 | 0.4 | 35.0 |
| 7 | Río Capitán y Río San Antonio | 2022-02-23 | 24.5 | 21.0 | 6.30 | 6.48 | False | True | False | False | 1000 | 200 | 1200 | 3.1 | 0.049 | 0.17 | 0.16 | 5.5 | 69 | 90.0 | 0.005 | 10.0 | 0.2 | 46.0 |
| 8 | Arroyo Abra Vieja y Santa Rosa | 2022-02-23 | 23.4 | 21.0 | 4.49 | 6.76 | False | False | False | False | 400 | 100 | 220 | 1.9 | 0.100 | 0.21 | 0.19 | 1.9 | 29 | 39.0 | 0.005 | 10.0 | 0.2 | 58.0 |
| 9 | Del Arca | 2022-02-23 | 21.5 | 23.0 | 3.85 | 6.66 | False | False | False | True | 2200 | 100 | 270 | 5.4 | 0.049 | 0.28 | 0.39 | 1.9 | 29 | 28.0 | 0.005 | 10.0 | 0.2 | 51.0 |
| sitios | fecha | tem_agua | tem_aire | od | ph | olores | color | espumas | mat_susp | colif_fecales_ufc_100ml | escher_coli_ufc_100ml | enteroc_ufc_100ml | nitrato_mg_l | nh4_mg_l | p_total_l_mg_l | fosf_ortofos_mg_l | dbo_mg_l | dqo_mg_l | turbiedad_ntu | cr_total_mg_l | clorofila_a_ug_l | microcistina_ug_l | ica | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | Boca Cerrada (Res.Nat. Punta Lara) | 2022-10-31 | NaN | 10.0 | NaN | NaN | False | False | False | False | 150 | 100 | 30 | 6.2 | 0.14 | 0.60 | 0.38 | NaN | 72 | 39.0 | 10.000 | 74.2 | 0.15 | 41.0 |
| 159 | Camping Eva Perón | 2022-10-31 | 16.0 | 7.0 | 11.05 | 9.17 | False | False | False | False | 210 | 80 | 90 | 5.9 | 0.15 | 0.36 | 0.21 | NaN | 33 | 31.0 | 0.005 | 36.5 | 0.19 | 38.0 |
| 160 | Toma de agua Club de Pesca | 2022-10-31 | 17.2 | 6.0 | 8.38 | 8.09 | False | False | False | False | 95 | 35 | 50 | 5.7 | 0.41 | 0.29 | 0.23 | NaN | 46 | 26.0 | 0.005 | 29.4 | 0.15 | 41.0 |
| 161 | Arroyo El Gato | NaT | 18.0 | 4.0 | 7.36 | 7.87 | False | False | False | False | 800 | 700 | 220 | 5.4 | 2.30 | 0.36 | 0.23 | NaN | 30 | 23.0 | 0.005 | 16.7 | 0.15 | 37.0 |
| 162 | Ensenada Prefectura Isla Santiago | NaT | 17.1 | 5.0 | 8.98 | 8.05 | False | False | False | False | 130 | 30 | 45 | 6.1 | 0.40 | 0.24 | 0.24 | NaN | 30 | 39.0 | 0.005 | 0.6 | 0.15 | 54.0 |
| 163 | Balneario Palo Blanco | 2022-10-31 | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 800 | 600 | 400 | 6.9 | 0.38 | 0.24 | 0.24 | NaN | 30 | 23.0 | 0.005 | 2.1 | 0.15 | 43.0 |
| 164 | Diagonal 66 (descarga cloaca) | 2022-10-31 | 10.0 | 12.0 | NaN | NaN | False | True | False | True | 80000 | 80000 | 12000 | 5.2 | 1.20 | 30.12 | 0.39 | NaN | 31 | 18.2 | 0.005 | 20.2 | 0.15 | 37.0 |
| 165 | Playa La Bagliardi | 2022-10-31 | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 1400 | 1000 | 380 | 4.6 | 0.80 | 0.45 | 0.43 | NaN | 30 | 40.0 | 0.005 | 0.2 | 0.15 | 49.0 |
| 166 | Balneario Municipal | 2022-10-31 | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 1800 | 1500 | 500 | 5.2 | 0.55 | 0.27 | 0.27 | NaN | 39 | 90.0 | 5.000 | 10.5 | 0.15 | 39.0 |
| 167 | Playa La Balandra | 2022-10-31 | 10.0 | 12.0 | NaN | NaN | False | False | False | True | 900 | 600 | 480 | 5.1 | 0.21 | 0.48 | 0.35 | NaN | 30 | 70.0 | 5.000 | 48.0 | 0.15 | 34.0 |